{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import os\n",
    "import glob\n",
    "import scipy.io as scio\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "colormap={0:[0,  0,0],\\\n",
    "          1:[224,0,0],\\\n",
    "          2:[0,224,0],\\\n",
    "          3:[0,0,255],\\\n",
    "          4:[224,192,0],\\\n",
    "          5:[255,0,255],\\\n",
    "          6:[64,64,255],\\\n",
    "          7:[128,255,255],\\\n",
    "          8:[255,128,255],\\\n",
    "          9:[255,255,128],\\\n",
    "          10:[128,128,255],\\\n",
    "          11:[128,255,128],\\\n",
    "          12:[255,128,128],\\\n",
    "          13:[128,128,128],\\\n",
    "          14:[128,128,64],\\\n",
    "          15:[128,64,128],\\\n",
    "          16:[64,128,128]}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### load gt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "indian_gt_dict=scio.loadmat('N:\\RS\\DRN_RCN\\Indian_pines_gt.mat')\n",
    "indian_gt=indian_gt_dict['indian_pines_gt']\n",
    "pavia_gt_dict=scio.loadmat('N:\\RS\\DRN_RCN\\PaviaU_gt.mat')\n",
    "pavia_gt=pavia_gt_dict['paviaU_gt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "ksc_gt_dict=scio.loadmat('N:\\RS\\DRN_RCN\\KSC_gt.mat')\n",
    "ksc_gt=ksc_gt_dict['KSC_gt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "wdc_gt_dict=scio.loadmat('N:\\RS\\DRN_RCN\\DC_gt2.mat')\n",
    "wdc_gt_dict.keys()\n",
    "wdc_gt=wdc_gt_dict['groundT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sali_gt_dict=scio.loadmat('N:\\RS\\DRN_RCN\\Salinas_gt.mat')\n",
    "sali_gt_dict.keys()\n",
    "sali_gt=sali_gt_dict['salinas_gt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "paviac_gt_dict=scio.loadmat('N:\\RS\\DRN_RCN\\PaviaC_gt.mat')\n",
    "paviac_gt_dict.keys()\n",
    "paviac_gt=paviac_gt_dict['pavia_gt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "ind_gt_disp=np.zeros([indian_gt.shape[0],indian_gt.shape[1],3],dtype='uint8')\n",
    "for i in range(indian_gt.shape[0]):\n",
    "    for j in range(indian_gt.shape[1]):\n",
    "        ind_gt_disp[i,j,:]=colormap[indian_gt[i,j]]\n",
    "        \n",
    "pavia_gt_disp=np.zeros([pavia_gt.shape[0],pavia_gt.shape[1],3],dtype='uint8')        \n",
    "for i in range(pavia_gt.shape[0]):\n",
    "    for j in range(pavia_gt.shape[1]):\n",
    "        pavia_gt_disp[i,j,:]=colormap[pavia_gt[i,j]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "ksc_gt_disp=np.zeros([ksc_gt.shape[0],ksc_gt.shape[1],3],dtype='uint8')        \n",
    "for i in range(ksc_gt.shape[0]):\n",
    "    for j in range(ksc_gt.shape[1]):\n",
    "        ksc_gt_disp[i,j,:]=colormap[ksc_gt[i,j]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "wdc_gt_disp=np.zeros([wdc_gt.shape[0],wdc_gt.shape[1],3],dtype='uint8')        \n",
    "for i in range(wdc_gt.shape[0]):\n",
    "    for j in range(wdc_gt.shape[1]):\n",
    "        wdc_gt_disp[i,j,:]=colormap[wdc_gt[i,j]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sali_gt_disp=np.zeros([sali_gt.shape[0],sali_gt.shape[1],3],dtype='uint8')        \n",
    "for i in range(sali_gt.shape[0]):\n",
    "    for j in range(sali_gt.shape[1]):\n",
    "        sali_gt_disp[i,j,:]=colormap[sali_gt[i,j]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "paviac_gt_disp=np.zeros([paviac_gt.shape[0],paviac_gt.shape[1],3],dtype='uint8')        \n",
    "for i in range(paviac_gt.shape[0]):\n",
    "    for j in range(paviac_gt.shape[1]):\n",
    "        paviac_gt_disp[i,j,:]=colormap[paviac_gt[i,j]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "#### label position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1d1ca22d860>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(indian_gt,'jet')\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### save gt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5L3ocAEY+SylvUweJIZrzHTq3/z47FgDuEEOc023g5JxnRY8wAuDGrBiyZ4jmiRwA9iSGAIDQxBAAEJoYAgCaN+z42mIIAGjW0P2E0PDwqNf82el1AQCeGlY+p9/0LEyGAIAKhhef+8rzb4khACA0MURz5t5kEYDYhm6bCZEY4hLEEwBriSGaJXAAOIIYomnekwyAvXmjVgCgimGj1+kff8sbtQIA19Zv8BpiCACooq/8/G9iCACopu/WRc34OcOL5yCGAOBgw8c/H/zoVx473Py7hhgCgAONI0gQ/dbf+bh3zCPDyp/rjVoB4AD3wqd/3+b1Xnmd1vVPvjds9DNMhgBgR4+WxLYMGBOm15gMAcCBtoige/Hz/diVp0R7MRkCgIMcESqmRMuZDAHAjvYIoP5d9AwbvpbJEAAQmhgCAEITQwBAaGIIADidfsPXEkMAcEIuod+OGAKAkxJEv/UrnyeGAOBCBNJyYgiA2UrJXSm59mkwEjl++o1eJ5VS5h+c0vyDAbik2xhKKd89DvY23Hzd/33IZynlbep1xBAAiz2aDgkjjjR8/dt/fd7/fcisGLJMBsBmLKNxRiZDAKwyN3pMi9jLcPN1//chsyZD3qgVgF2No0kY0SLLZAAcxjIaLRJDAEBoYgiAVSx5cRViCOCBnF0zAmcyrHyeDdQAX8TPcinZA8T5mQwBdEIIIhNDAE+IpGn2DnF2YghggiCaJog4MzEEMIMggusSQwBswnSIsxJDAMDpDBu+lhgCmMlS2etSyiZINMd9hgC6rss5iZ0NCB2OMGz8eiZDAMBpDDu8phgC+JJzqn0KQAViCGAmsQR1DRPf71e+rhgCAJo37PjaqZT5GwZTSnYXAiF8b6Y2DYI2DDOO6f9+6LOU8jb1PDEEADRvmHFM//dDs2LIMhkAEJoYAgBOr3/huWIIAGjasPPruwM17CTnfOjzAK6q7x4HUb/B65sMQWPEEMB9/Z2PLYghaFDOWRQBjPQ7vrYYgh1sFTKCCGB/YggACE0MAQChiSHYmKUtgHMRQwBAaGIIAAhNDAEAoYkhACA0MQQNsxkbYH9iCAAITQwBAKGJIdiYt+IAOBcxBDt4NWSEEMBxxBDsZG3QCCGAY6VSyvyDU5p/MPDLnMgRQgCb+iylvE0dJIYAgKuaFUOWyQCA0MQQABCaGAIAQhNDAEBoYggACE0MAQChiSEAILQ/tU8AAI6Qcxl9niqeCa1x00UALm0cQb8fF0QBzLrposkQAKf2KHZgLnuGADgtIcQWTIYAOA3xwx5MhgA4ja32+dgvxJgN1ACc0tIpkQAKadYGajEEwGnNCSIRFJoYAuD6boNI/DAihgCA0GbFkA3UAEBoYggACE0MAQChiSEAIDQxBACEJoYAgNDEEAAQmhgCAEITQwBAaGIIAAhNDAEAoYkhACA0MQQAhCaGAIDQxBAAEJoYAgBCE0MAQGhiCAAITQwBAKGJIQAgtD8Lj/9v13X/2eNEAAA29n9zDkqllL1PBACgWZbJAIDQxBAAEJoYAgBCE0MAQGhiCAAITQwBAKGJIQAgNDEEAIQmhgCA0P4fIAjKKCeDEigAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[10,10])\n",
    "a2=plt.imshow(ksc_gt_disp)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.savefig('N:/RS/DRN_RCN/DAN/figure/disp/ksc_gt_disp.png',dpi=600,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[10,10])\n",
    "a2=plt.imshow(pavia_gt_disp)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.savefig('N:/RS/DRN_RCN/DAN/figure/disp/pavia_gt_disp.png',dpi=600,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[10,10])\n",
    "a2=plt.imshow(wdc_gt_disp)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.savefig('N:/RS/biye/disp/wdc_gt_disp.png',dpi=600,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[10,10])\n",
    "a2=plt.imshow(sali_gt_disp)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.savefig('N:/RS/biye/disp/sali_gt_disp.png',dpi=600,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[10,10])\n",
    "a2=plt.imshow(paviac_gt_disp)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.savefig('N:/RS/biye/disp/paviac_gt_disp.png',dpi=600,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### batch processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_list_of_files(address):\n",
    "    \n",
    "    files = glob.glob(os.path.join(address,\"*.png\"))\n",
    "    \n",
    "    return sorted(files)\n",
    "\n",
    "files=get_list_of_files('N:/RS/biye/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['N:/RS/biye\\\\mshcn_all_ori_dioni.png',\n",
       " 'N:/RS/biye\\\\mshcn_all_ori_loukia.png',\n",
       " 'N:/RS/biye\\\\mshcn_all_ori_paviaC.png',\n",
       " 'N:/RS/biye\\\\mshcn_all_ori_sali.png',\n",
       " 'N:/RS/biye\\\\mshcn_all_ori_wdc.png',\n",
       " 'N:/RS/biye\\\\ss-hpn-gru_all_dioni.png',\n",
       " 'N:/RS/biye\\\\ss-hpn-gru_all_loukia.png',\n",
       " 'N:/RS/biye\\\\ss-hpn-gru_all_sali.png',\n",
       " 'N:/RS/biye\\\\ss-hpn-gru_all_wdc.png',\n",
       " 'N:/RS/biye\\\\ss-hpn-lstm_all_paviaC.png',\n",
       " 'N:/RS/biye\\\\ssmn_all_dioni_scheme_2_s2_nose_nosa.png',\n",
       " 'N:/RS/biye\\\\ssmn_all_loukia_scheme_2_s2_nose_nosa.png',\n",
       " 'N:/RS/biye\\\\ssmn_all_paviaC_scheme_2_s2_nose_nosa.png',\n",
       " 'N:/RS/biye\\\\ssmn_all_sali_scheme_2_s2_nose_nosa.png',\n",
       " 'N:/RS/biye\\\\ssmn_all_wdc_scheme_2_s2_nose_nosa.png']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint8)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=mpimg.imread('N:/RS/DRN_RCN/SSMN/disp\\\\SSRN_all_pavia.png','uint8')\n",
    "np.unique(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('N:/RS/DRN_RCN/SSMN/disp', 'SSRN_all_pavia.png')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.path.split('N:/RS/DRN_RCN/SSMN/disp\\\\SSRN_all_pavia.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[10,10])\n",
    "for i in range(len(files)):\n",
    "    img=mpimg.imread(files[i],'uint8')\n",
    "    img_disp=np.zeros([img.shape[0],img.shape[1],3],dtype='uint8')\n",
    "    for j in range(img.shape[0]):\n",
    "        for k in range(img.shape[1]):\n",
    "            img_disp[j,k,:]=colormap[img[j,k]]\n",
    "    plt.subplot(3,5,i+1)\n",
    "    plt.imshow(img_disp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### save"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 15/15 [01:00<00:00,  4.01s/it]\n"
     ]
    }
   ],
   "source": [
    "for i in tqdm(range(len(files))):\n",
    "    img=mpimg.imread(files[i],'uint8')\n",
    "    _,filename=os.path.split(files[i])\n",
    "    img_disp=np.zeros([img.shape[0],img.shape[1],3],dtype='uint8')\n",
    "    for j in range(img.shape[0]):\n",
    "        for k in range(img.shape[1]):\n",
    "            img_disp[j,k,:]=colormap[img[j,k]]\n",
    "    plt.figure(figsize=[10,10])\n",
    "    plt.imshow(img_disp)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.savefig('N:/RS/biye/disp/'+filename[:-4]+'_disp'+filename[-4:],dpi=600,bbox_inches='tight')\n",
    "    plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python py35matlab17b",
   "language": "python",
   "name": "py4matlab"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "165px"
   },
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
